Stefan from Bing added at the session that the adaptive previous queries are cookie based, and last for 28 days. And any content available in an individual’s Search History can be used to personalize the search experience. This is currently limited to the past 28 days if the individual is not signed in to Bing, or 18 months if they are. More details on search history are available here.